Skill building is a widely recognized teaching goal in philosophy. Some well-researched skill building techniques include scaffolded assignment design, low-stakes assignments, and peer-review. Many papers have highlighted the efficacy of these techniques by demonstrating novel course and assignment design; for example, the use of blogging in philosophy courses has been shown to have positive results on student writing. While the efficacy of skill building centered course design on student learning seems uncontroversial, two major problems are typically raised: the time investment for such course design is significant and implementing these techniques in large classes is not possible. The central aim of this paper is to combat this second claim. I present a course designed around skill building that has been successfully implemented in classes of from 120 to 450 students. I show some techniques that make this implementation possible and not unwieldy, and I argue that students both improved their philosophical skills and enjoyed the course design.